Cargando…
The Application of a Topology Optimization Algorithm Based on the Kriging Surrogate Model in the Mirror Design and Optimization of an Aerial Camera
In a Cassegrain optical system, the surface precision of the primary mirror is an important factor in the quality of the image. The design of a lightweight primary mirror with a high-quality optical surface is crucial. In this thesis, an integrated mirror light engine design optimization process is...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10457911/ https://www.ncbi.nlm.nih.gov/pubmed/37631772 http://dx.doi.org/10.3390/s23167236 |
_version_ | 1785097038127431680 |
---|---|
author | Zhao, Yubo Li, Lei |
author_facet | Zhao, Yubo Li, Lei |
author_sort | Zhao, Yubo |
collection | PubMed |
description | In a Cassegrain optical system, the surface precision of the primary mirror is an important factor in the quality of the image. The design of a lightweight primary mirror with a high-quality optical surface is crucial. In this thesis, an integrated mirror light engine design optimization process is proposed for an aviation optoelectronic device. It is based on the Kriging surrogate model and nests the topology optimization algorithm, which constructs the mirror RMS value response surface and obtains the dominant relationship between mirror structure and surface accuracy. The optimal surface figure lightweight structure of the mirror is obtained by optimizing the surrogate model with an additive criterion and multi-objective optimization analysis. The root mean square value (RMS) of the corresponding primary mirror is 10.41 nm, which is better than 1/40 [Formula: see text] ([Formula: see text] = 632.8 nm). This meets the optical design specifications. The optimal primary mirror structure is analyzed by using the finite element method, which verifies the precision of the Kriging surrogate model. It has an error of 0.28%. The kinetic analysis of the primary mirror shows that the primary mirror does not yield to plastic deformation or even failure under a three-way 20 g acceleration load. This meets the environmental suitability requirements. |
format | Online Article Text |
id | pubmed-10457911 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-104579112023-08-27 The Application of a Topology Optimization Algorithm Based on the Kriging Surrogate Model in the Mirror Design and Optimization of an Aerial Camera Zhao, Yubo Li, Lei Sensors (Basel) Article In a Cassegrain optical system, the surface precision of the primary mirror is an important factor in the quality of the image. The design of a lightweight primary mirror with a high-quality optical surface is crucial. In this thesis, an integrated mirror light engine design optimization process is proposed for an aviation optoelectronic device. It is based on the Kriging surrogate model and nests the topology optimization algorithm, which constructs the mirror RMS value response surface and obtains the dominant relationship between mirror structure and surface accuracy. The optimal surface figure lightweight structure of the mirror is obtained by optimizing the surrogate model with an additive criterion and multi-objective optimization analysis. The root mean square value (RMS) of the corresponding primary mirror is 10.41 nm, which is better than 1/40 [Formula: see text] ([Formula: see text] = 632.8 nm). This meets the optical design specifications. The optimal primary mirror structure is analyzed by using the finite element method, which verifies the precision of the Kriging surrogate model. It has an error of 0.28%. The kinetic analysis of the primary mirror shows that the primary mirror does not yield to plastic deformation or even failure under a three-way 20 g acceleration load. This meets the environmental suitability requirements. MDPI 2023-08-17 /pmc/articles/PMC10457911/ /pubmed/37631772 http://dx.doi.org/10.3390/s23167236 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zhao, Yubo Li, Lei The Application of a Topology Optimization Algorithm Based on the Kriging Surrogate Model in the Mirror Design and Optimization of an Aerial Camera |
title | The Application of a Topology Optimization Algorithm Based on the Kriging Surrogate Model in the Mirror Design and Optimization of an Aerial Camera |
title_full | The Application of a Topology Optimization Algorithm Based on the Kriging Surrogate Model in the Mirror Design and Optimization of an Aerial Camera |
title_fullStr | The Application of a Topology Optimization Algorithm Based on the Kriging Surrogate Model in the Mirror Design and Optimization of an Aerial Camera |
title_full_unstemmed | The Application of a Topology Optimization Algorithm Based on the Kriging Surrogate Model in the Mirror Design and Optimization of an Aerial Camera |
title_short | The Application of a Topology Optimization Algorithm Based on the Kriging Surrogate Model in the Mirror Design and Optimization of an Aerial Camera |
title_sort | application of a topology optimization algorithm based on the kriging surrogate model in the mirror design and optimization of an aerial camera |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10457911/ https://www.ncbi.nlm.nih.gov/pubmed/37631772 http://dx.doi.org/10.3390/s23167236 |
work_keys_str_mv | AT zhaoyubo theapplicationofatopologyoptimizationalgorithmbasedonthekrigingsurrogatemodelinthemirrordesignandoptimizationofanaerialcamera AT lilei theapplicationofatopologyoptimizationalgorithmbasedonthekrigingsurrogatemodelinthemirrordesignandoptimizationofanaerialcamera AT zhaoyubo applicationofatopologyoptimizationalgorithmbasedonthekrigingsurrogatemodelinthemirrordesignandoptimizationofanaerialcamera AT lilei applicationofatopologyoptimizationalgorithmbasedonthekrigingsurrogatemodelinthemirrordesignandoptimizationofanaerialcamera |